{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q Learning (Off Policy)\n",
    "\n",
    "We will be using **TD control method of Q Learning** on Cliff World environment as given below:  \n",
    "\n",
    "![GridWorld](./images/cliffworld.png \"Cliff World\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Q Learning Update equation\n",
    "\n",
    "Q Learning control is carried by sampling step by step and updating Q values at each step. We use ε-greedy policy to explore and generate samples. However, the policy learnt is a deterministic greedy policy with no exploration. The Update equation is given below:\n",
    "\n",
    "$$ \n",
    "Q(S,A) \\leftarrow Q(S,A) + \\alpha \\cdot [ R + \\gamma \\cdot \\max\\limits_{A'} Q(S’,A’) – Q(S,A)] $$\n",
    "\n",
    "In terms of the equation 4.10 given in book this translates to:\n",
    "$$ Q(S_t,A_t) \\leftarrow Q(S_t,A_t) + \\alpha  [ R_{t+1} + \\gamma \\cdot \\max_{A_{t+1}} Q(S_{t+1},A_{t+1}) – Q(S_t,A_t)] $$\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Running in Colab/Kaggle\n",
    "\n",
    "If you are running this on Colab, please uncomment below cells and run this to install required dependencies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "## uncomment and execute this cell to install all the the dependencies if running in Google Colab or Kaggle\n",
    "# !apt-get update \n",
    "# !apt-get install -y swig cmake ffmpeg freeglut3-dev xvfb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Uncomment and execute this cell to install all the the dependencies if running in Google Colab or Kaggle\n",
    "\n",
    "## Uncomment and run for Colab\n",
    "# !git clone https://github.com/nsanghi/drl-2ed\n",
    "# %cd /content/drl-2ed \n",
    "# !pip install  -r requirements.txt\n",
    "# %cd chapter4\n",
    "\n",
    "\n",
    "## Uncomment and run for Kaggle\n",
    "# !git clone https://github.com/nsanghi/drl-2ed\n",
    "# %cd /kaggle/working/drl-2ed \n",
    "# !pip install  -r requirements.txt\n",
    "# %cd chapter4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Uncomment and Rerun the cd command in case you were asked to restart the kernel and you followed that message\n",
    "## as after resart the kernel will again point back to root folder\n",
    "\n",
    "\n",
    "## Uncomment and run for Colab\n",
    "# %cd /content/drl-2ed \n",
    "# %cd chapter6\n",
    "\n",
    "\n",
    "## Uncomment and run for Kaggle\n",
    "# %cd /kaggle/working/drl-2ed \n",
    "# %cd chapter6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initial imports and environment setup\n",
    "import gymnasium as gym\n",
    "import sys\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from stable_baselines3.common.vec_env import VecVideoRecorder, DummyVecEnv\n",
    "from IPython.display import HTML\n",
    "from base64 import b64encode\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Q- Learning agent class\n",
    "from collections import defaultdict\n",
    "\n",
    "class QLearningAgent:\n",
    "    def __init__(self, alpha, epsilon, gamma, get_possible_actions):\n",
    "        self.get_possible_actions = get_possible_actions\n",
    "        self.alpha = alpha\n",
    "        self.epsilon = epsilon\n",
    "        self.gamma = gamma\n",
    "        self._Q = defaultdict(lambda: defaultdict(lambda: 0))\n",
    "\n",
    "    def get_Q(self, state, action):\n",
    "        return self._Q[state][action]\n",
    "\n",
    "    def set_Q(self, state, action, value):\n",
    "        self._Q[state][action] = value\n",
    "\n",
    "    # Q learning update step\n",
    "    def update(self, state, action, reward, next_state, done):\n",
    "        if not done:\n",
    "            best_next_action = self.max_action(next_state)\n",
    "            td_error = reward + \\\n",
    "                       self.gamma * self.get_Q(next_state, best_next_action) \\\n",
    "                       - self.get_Q(state, action)\n",
    "        else:\n",
    "            td_error = reward - self.get_Q(state, action)\n",
    "\n",
    "        new_value = self.get_Q(state, action) + self.alpha * td_error\n",
    "        self.set_Q(state, action, new_value)\n",
    "\n",
    "    # get best A for Q(S,A) which maximizes the Q(S,a) for actions in state S\n",
    "    def max_action(self, state):\n",
    "        actions = self.get_possible_actions(state)\n",
    "        best_action = []\n",
    "        best_q_value = float(\"-inf\")\n",
    "\n",
    "        for action in actions:\n",
    "            q_s_a = self.get_Q(state, action)\n",
    "            if q_s_a > best_q_value:\n",
    "                best_action = [action]\n",
    "                best_q_value = q_s_a\n",
    "            elif q_s_a == best_q_value:\n",
    "                best_action.append(action)\n",
    "        return np.random.choice(np.array(best_action))\n",
    "\n",
    "    # choose action as per epsilon-greedy policy for exploration\n",
    "    def get_action(self, state):\n",
    "        actions = self.get_possible_actions(state)\n",
    "\n",
    "        if len(actions) == 0:\n",
    "            return None\n",
    "\n",
    "        if np.random.random() < self.epsilon:\n",
    "            a = np.random.choice(actions)\n",
    "            return a\n",
    "        else:\n",
    "            a = self.max_action(state)\n",
    "            return a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# training algorithm\n",
    "def train_agent(env, agent, episode_cnt=10000, tmax=10000, anneal_eps=True):\n",
    "    episode_rewards = []\n",
    "    for i in range(episode_cnt):\n",
    "        G = 0\n",
    "        state, _ = env.reset()\n",
    "        for t in range(tmax):\n",
    "            action = agent.get_action(state)\n",
    "            next_state, reward, terminated, _, _ = env.step(action)\n",
    "            agent.update(state, action, reward, next_state, terminated)\n",
    "            G += reward\n",
    "            if terminated:\n",
    "                episode_rewards.append(G)\n",
    "                # to reduce the exploration probability epsilon over the\n",
    "                # training period.\n",
    "                if anneal_eps:\n",
    "                    agent.epsilon = agent.epsilon * 0.99\n",
    "                break\n",
    "            state = next_state\n",
    "    return np.array(episode_rewards)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plot rewards\n",
    "def plot_rewards(env_name, rewards, label):\n",
    "    plt.title(\"env={}, Mean reward = {:.1f}\".format(env_name,\n",
    "                                                    np.mean(rewards[-20:])))\n",
    "    plt.plot(rewards, label=label)\n",
    "    plt.grid()\n",
    "    plt.legend()\n",
    "    plt.ylim(-300, 0)\n",
    "    plt.xlabel(\"Episode number\")\n",
    "    plt.ylabel(\"Return per episode\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# helper function to print policy under Cliff world\n",
    "def print_policy(env, agent):\n",
    "\n",
    "    _cliff = np.zeros(env.shape, dtype=bool)\n",
    "    _cliff[3, 1:-1] = True    \n",
    "    nR, nC = _cliff.shape\n",
    "\n",
    "    actions = '^>v<'\n",
    "    print(\"Policy learnt by Agent\\n\")    \n",
    "\n",
    "    for y in range(nR):\n",
    "        for x in range(nC):\n",
    "            if _cliff[y, x]:\n",
    "                print(\" C \", end='')\n",
    "            elif (y * nC + x) == env.start_state_index:\n",
    "                print(\" X \", end='')\n",
    "            elif (y * nC + x) == nR * nC - 1:\n",
    "                print(\" T \", end='')\n",
    "            else:\n",
    "                print(\" %s \" %\n",
    "                      actions[agent.max_action(y * nC + x)], end='')\n",
    "        print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Helper function to record videos\n",
    "def record_video(env_id, video_folder, video_length, agent):\n",
    "\n",
    "    vec_env = DummyVecEnv([lambda: gym.make(env_id, render_mode=\"rgb_array\")])    \n",
    "    # Record the video starting at the first step\n",
    "    vec_env = VecVideoRecorder(vec_env, video_folder,\n",
    "                           record_video_trigger=lambda x: x == 0, video_length=video_length,\n",
    "                           name_prefix=f\"{type(agent).__name__}-{env_id}\")\n",
    "\n",
    "    obs = vec_env.reset()    \n",
    "    for _ in range(video_length + 1):\n",
    "        action = agent.max_action(obs[0])\n",
    "        obs, _, _, _ = vec_env.step([action])\n",
    "    # video filename\n",
    "    file_path = \"./\"+video_folder+vec_env.video_recorder.path.split(\"/\")[-1]   \n",
    "    # Save the video\n",
    "    vec_env.close()\n",
    "    return file_path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cliff Walking Q Learning\n",
    "\n",
    "#### Create Q Learning Agent for Cliff world environment and train agent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create cliff world environment\n",
    "env = gym.make(\"CliffWalking-v0\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a Q Learning agent\n",
    "agent = QLearningAgent(alpha=0.25, epsilon=0.2, gamma=0.99, \n",
    "                       get_possible_actions=lambda s : range(env.nA))\n",
    "\n",
    "#train agent and get rewards for episodes\n",
    "rewards = train_agent(env, agent, episode_cnt = 5000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot rewards\n",
    "plot_rewards(\"Cliff World\",rewards[:1000], 'Q-Learning')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Print Policy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Policy learnt by Agent\n",
      "\n",
      " >  >  >  >  >  >  v  >  v  >  v  v \n",
      " <  >  >  v  >  v  ^  >  >  >  v  v \n",
      " >  >  >  >  >  >  >  >  >  >  >  v \n",
      " X  C  C  C  C  C  C  C  C  C  C  T \n"
     ]
    }
   ],
   "source": [
    "# print policy \n",
    "print_policy(env, agent)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Watch Trained Agent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving video to /home/nsanghi/sandbox/apress/drl-2ed/chapter4/logs/videos/QLearningAgent-CliffWalking-v0-step-0-to-step-50.mp4\n",
      "Moviepy - Building video /home/nsanghi/sandbox/apress/drl-2ed/chapter4/logs/videos/QLearningAgent-CliffWalking-v0-step-0-to-step-50.mp4.\n",
      "Moviepy - Writing video /home/nsanghi/sandbox/apress/drl-2ed/chapter4/logs/videos/QLearningAgent-CliffWalking-v0-step-0-to-step-50.mp4\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                                                        \r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Moviepy - Done !\n",
      "Moviepy - video ready /home/nsanghi/sandbox/apress/drl-2ed/chapter4/logs/videos/QLearningAgent-CliffWalking-v0-step-0-to-step-50.mp4\n"
     ]
    }
   ],
   "source": [
    "env_id = \"CliffWalking-v0\"\n",
    "video_folder = \"logs/videos/\"\n",
    "video_length = 50\n",
    "               \n",
    "video_file = record_video(env_id, video_folder, video_length, agent)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<video width=400 controls>\n",
       "      <source 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type=\"video/mp4\">\n",
       "</video>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mp4 = open(video_file, 'rb').read()\n",
    "data_url = \"data:video/mp4;base64,\" + b64encode(mp4).decode()\n",
    "HTML(\"\"\"\n",
    "<video width=400 controls>\n",
    "      <source src=\"%s\" type=\"video/mp4\">\n",
    "</video>\n",
    "\"\"\" % data_url)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Off Policy Q-Learning for \"Taxi\" environment \n",
    "\n",
    "Let us now repeat all the above steps for another environment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Create Q Learning  Agent for Taxi Environment and train agent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create taxi environment\n",
    "env = gym.make(\"Taxi-v3\")\n",
    "\n",
    "# create a Q Learning agent\n",
    "agent = QLearningAgent(alpha=0.25, epsilon=0.2, gamma=0.99, \n",
    "                       get_possible_actions=lambda s : range(env.action_space.n))\n",
    "\n",
    "#train agent and get rewards for episodes\n",
    "rewards = train_agent(env, agent, episode_cnt = 5000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot Rewards"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot reward graph\n",
    "plot_rewards(\"Taxi\", rewards[:1500], 'Q Learning')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Watch Trained Agent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving video to /home/nsanghi/sandbox/apress/drl-2ed/chapter4/logs/videos/QLearningAgent-Taxi-v3-step-0-to-step-200.mp4\n",
      "Moviepy - Building video /home/nsanghi/sandbox/apress/drl-2ed/chapter4/logs/videos/QLearningAgent-Taxi-v3-step-0-to-step-200.mp4.\n",
      "Moviepy - Writing video /home/nsanghi/sandbox/apress/drl-2ed/chapter4/logs/videos/QLearningAgent-Taxi-v3-step-0-to-step-200.mp4\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                                                                                                                        \r"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Moviepy - Done !\n",
      "Moviepy - video ready /home/nsanghi/sandbox/apress/drl-2ed/chapter4/logs/videos/QLearningAgent-Taxi-v3-step-0-to-step-200.mp4\n"
     ]
    }
   ],
   "source": [
    "env_id = \"Taxi-v3\"\n",
    "video_folder = \"logs/videos/\"\n",
    "video_length = 200\n",
    "               \n",
    "video_file = record_video(env_id, video_folder, video_length, agent)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<video width=400 controls>\n",
       "      <source 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type=\"video/mp4\">\n",
       "</video>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mp4 = open(video_file, 'rb').read()\n",
    "data_url = \"data:video/mp4;base64,\" + b64encode(mp4).decode()\n",
    "HTML(\"\"\"\n",
    "<video width=400 controls>\n",
    "      <source src=\"%s\" type=\"video/mp4\">\n",
    "</video>\n",
    "\"\"\" % data_url)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Conclusion\n",
    "\n",
    "We see that Q Agent learns the optimal policy by 500 episodes of training in case of Cliff World. As the learnt policy does not have any exploration, the agent learns the shortest route of walking across the maze, right on the row just above cliff. As the actions are deterministic and there is no exploration, the agent has no chance of falling into cliff when it is in the last row just above the cliff. Therefore, it learns to take the shortest route towards goal. "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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